{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<igraph.Graph at 0x7f1adbf82240>"
      ]
     },
     "execution_count": 1,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "import igraph as ig\n",
    "import matplotlib.pyplot as plt\n",
    "import random\n",
    "\n",
    "# 生成随机图\n",
    "random.seed(0)\n",
    "g = ig.Graph.GRG(50, 0.15)\n",
    "g"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<igraph.clustering.VertexClustering at 0x7f1adbc638b0>"
      ]
     },
     "execution_count": 6,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# 集群化该图为弱联接图, 子图没有边互联\n",
    "components = g.connected_components(mode='weak')\n",
    "components"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# 对该图进行可视化\n",
    "fig, ax = plt.subplots()\n",
    "ig.plot(\n",
    "    components,\n",
    "    target=ax,\n",
    "    palette=ig.RainbowPalette(),\n",
    "    vertex_size=0.07,\n",
    "    vertex_color=list(map(int, ig.rescale(components.membership, (0, 200), clamp=True))),\n",
    "    edge_width=0.7\n",
    ")\n",
    "plt.show()"
   ]
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3.10.6 ('py310')",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.10.6"
  },
  "orig_nbformat": 4,
  "vscode": {
   "interpreter": {
    "hash": "49ec5068d4d6d3736c39d3918a16f1ca551a23384109b69898c01c2015d1370c"
   }
  }
 },
 "nbformat": 4,
 "nbformat_minor": 2
}
